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A method for searching for one or more neural network (NN) architectures is provided. The method determines a search space comprising a plurality of architectures including one or more blocks, wherein a block of the one or more blocks is formed by one or more NN layers. The determining is based on a measure including: an amount of matrix operations, and/or one of: i) an amount of layer input data and/or layer output data, and ii) an amount of vector operations. The method searches for the one or more NN architectures in the determined search space.